Data Quality and Modelling
dbt, Great Expectations, Pandera, Soda, Feast and table formats.
Intermediate
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Sub-topics (4)
dbt
Transform data in a warehouse with version-controlled SQL models, tests and documentation.
Intermediate♥ 0🔖 0💬 0
Great Expectations, Pandera and Soda
Declare what valid data looks like and fail pipelines when it doesn't.
Intermediate♥ 0🔖 0💬 0
Feast
A feature store: serve the same ML features for training and real-time prediction.
Advanced♥ 0🔖 0💬 0
Delta Lake, Apache Iceberg and Apache Hudi
Open table formats adding ACID transactions, schema evolution and time travel to data lakes.
Advanced♥ 0🔖 0💬 0
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